{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "5430b28f", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "plt.style.use('fivethirtyeight')\n", "from numpy.random import default_rng" ] }, { "cell_type": "markdown", "id": "b5774118", "metadata": {}, "source": [ "# Project #02 - NYSE random walk predictor\n", "\n", "In the [Stats and Monte Carlo](../module_02/04_Stats_and_Montecarlo) module, you created a Brownian motion model to predict the motion of particles in a fluid. The Monte Carlo model took steps in the x- and y-directions with random magnitudes. \n", "\n", "This [random walk](https://en.wikipedia.org/wiki/Random_walk_hypothesis) can be used to predict stock prices. Let's take a look at some data from the New York Stock Exchange [NYSE](https://www.kaggle.com/dgawlik/nyse) from 2010 through 2017. \n", "\n", "> __Important Note__: \n", "> I am not a financial advisor and these models are _purely_ for academic exercises. If you decide to use anything in these notebooks to make financial decisions, it is _at your own risk_. _I am not an economist/financial advisor/etc., I am just a Professor who likes to learn and exeriment._\n", "\n", "Here, I will show an example workflow to analyze and predict the Google\n", "stock price [[GOOGL]](https://en.wikipedia.org/wiki/Alphabet_Inc.) from\n", "2010 - 2014. Then, you can choose your own stock price to evaluate and\n", "create a predictive model.\n", "\n", "1. Explore data and select data of interest\n", "2. Find statistical description of data: mean and standard deviation\n", "3. Create random variables\n", "4. Generate random walk for [[GOOGL]](https://en.wikipedia.org/wiki/Alphabet_Inc.) stock opening price" ] }, { "cell_type": "markdown", "id": "926af8b8", "metadata": {}, "source": [ "## 1. Explore data\n", "\n", "Here, I load the data into a Pandas dataframe to see what headings and values are available. I see two columns that I want to analyze\n", "- 'date'\n", "- 'open'" ] }, { "cell_type": "code", "execution_count": 2, "id": "497cc2ce", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datesymbolopencloselowhighvolume
02016-01-05WLTW123.430000125.839996122.309998126.2500002163600.0
12016-01-06WLTW125.239998119.980003119.940002125.5400012386400.0
22016-01-07WLTW116.379997114.949997114.930000119.7399982489500.0
32016-01-08WLTW115.480003116.620003113.500000117.4400022006300.0
42016-01-11WLTW117.010002114.970001114.089996117.3300021408600.0
........................
8512592016-12-30ZBH103.309998103.199997102.849998103.930000973800.0
8512602016-12-30ZION43.07000043.04000142.68999943.3100011938100.0
8512612016-12-30ZTS53.63999953.52999953.27000053.7400021701200.0
8512622016-12-30AIV44.73000045.45000144.41000045.5900001380900.0
8512632016-12-30FTV54.20000153.63000153.38999954.480000705100.0
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I also want to remove the big drop in price after Mar, 2014, so I specify the date < 2014-03-01." ] }, { "cell_type": "code", "execution_count": 3, "id": "cb7cf7e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "google_data = data[data['symbol'] == 'GOOGL']\n", "\n", "plt.plot(google_data['date'], google_data['open'])\n", "\n", "# remove data > 2014-03-01\n", "\n", "google_data_pre_2014 = google_data[ google_data['date'] < pd.to_datetime('2014-03-01')]\n", "plt.plot(google_data_pre_2014['date'], google_data_pre_2014['open'])\n", "plt.xlabel('date')\n", "plt.ylabel('opening price (\\$)');" ] }, { "cell_type": "markdown", "id": "eee41f66", "metadata": {}, "source": [ "## 2. Data analysis\n", "\n", "The GOOGL stock nearly doubled in price from 2010 through 2014. Day-to-day, the price fluctuates randomly. Here, I look at the fluctuations in price using [`np.diff`](https://numpy.org/doc/1.20/reference/generated/numpy.diff.html)." ] }, { "cell_type": "code", "execution_count": 4, "id": "4713c8e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dprice = np.diff(google_data_pre_2014['open'])\n", "plt.plot(google_data_pre_2014['date'][1:], dprice)\n", "plt.xlabel('date')\n", "plt.ylabel('change in opening price (\\$/day)');" ] }, { "cell_type": "markdown", "id": "aa4dda3c", "metadata": {}, "source": [ "Looking at the price day-to-day, it would appear to be an average change of $0/day. Next, I explore the statistical results of the change in opening price\n", "\n", "- mean\n", "- standard deviation\n", "- histogram" ] }, { "cell_type": "code", "execution_count": 5, "id": "c7a7d082", "metadata": {}, "outputs": [], "source": [ "mean_dprice = np.mean(dprice)\n", "std_dprice = np.std(dprice)\n", "x = np.linspace(-40, 40)\n", "from scipy import stats\n", "price_pdf = stats.norm.pdf(x, loc = mean_dprice, scale = std_dprice)" ] }, { "cell_type": "code", "execution_count": 6, "id": "53d05603", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(dprice, 50, density=True)\n", "plt.plot(x, price_pdf)\n", "plt.title('GOOGL changes in price over 4 years\\n'+\n", " 'avg: \\${:.2f} stdev: \\${:.2f}'.format(mean_dprice, std_dprice));" ] }, { "cell_type": "markdown", "id": "c9ce7da3", "metadata": {}, "source": [ "From this statistical result, it looks like the price changes followed a normal distribution with an average change of $\\$0.57$ and a standard deviation of $\\$9.84$." ] }, { "cell_type": "markdown", "id": "01db8cd2", "metadata": {}, "source": [ "## 3. Create random variables\n", "\n", "Now, I know the distribution shape and characteristics to simulate the random walk price changes for the GOOGL prices each day. Here, I generate random variables with the following array structure:\n", "\n", "Date |model 1| model 2| model 3|...| model N|\n", "---|---|---|---|---|---|\n", "day 1|$\\Delta \\$ model~1$|$\\Delta \\$ model~2$|$\\Delta \\$ model~3$|...|$\\Delta \\$ model~N$|\n", "day 2|$\\Delta \\$ model~1$|$\\Delta \\$ model~2$|$\\Delta \\$ model~3$|...|$\\Delta \\$ model~N$|\n", "...|...|...|...|...|...|\n", "\n", "Each column is one random walk model. Each row is one simulated day. If I want to look at _one_ model predition, I would plot one column. If I want to look at the _average_ result, I take the average of each row. To start, I'll create 100 random walk models. I use the [`normal`](https://numpy.org/doc/stable/reference/random/generated/numpy.random.Generator.normal.html#numpy.random.Generator.normal) distribution to match the statistical distribution I found in part 2." ] }, { "cell_type": "code", "execution_count": 7, "id": "b653db83", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rng = default_rng(42)\n", "N_models = 100\n", "dprice_model = rng.normal(size = (len(google_data_pre_2014), N_models), loc = 0.568, scale = 9.838)\n", "\n", "plt.hist(dprice, 50, density=True, label = 'NYSE data')\n", "plt.plot(x, price_pdf)\n", "plt.hist(dprice_model[:, 0], 50, density = True, \n", " histtype = 'step', \n", " linewidth = 3, label = 'model prediction 1')\n", "plt.title('GOOGL changes in price over 4 years\\n'+\n", " 'avg: \\${:.2f} stdev: \\${:.2f}'.format(mean_dprice, std_dprice))\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "e2e89038", "metadata": {}, "source": [ "## 4. Generate random walk predictions\n", "\n", "Above, I show tha the simulated data follows the requested normal distribution. Now, I can cumulatively sum these steps to predict the stock prices each day. I use the [`np.cumsum`](https://numpy.org/doc/1.20/reference/generated/numpy.cumsum.html) argument, `axis = 0` to sum along the columns i.e. each row becomes the sum of previous rows. \n", "\n", "```python\n", ">>> a = np.array([[1,2,3], [4,5,6]])\n", ">>> a\n", "array([[1, 2, 3],\n", " [4, 5, 6]])\n", ">>>> np.cumsum(a,axis=0) # sum over rows for each of the 3 columns\n", "array([[1, 2, 3],\n", " [5, 7, 9]])\n", "```\n", "\n", "Then, I plot all of the random walk models to compare to the NYSE data. The models are given transparency using the `alpha = 0.3` command (_`alpha = 0` is invisible, `alpha = 1` is opaque_)." ] }, { "cell_type": "code", "execution_count": 8, "id": "1968c110", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "price_model = np.cumsum(dprice_model, axis = 0) + google_data_pre_2014['open'].values[0]\n", "\n", "plt.plot(google_data_pre_2014['date'], price_model, alpha = 0.3);\n", "\n", "plt.plot(google_data_pre_2014['date'], google_data_pre_2014['open'], c = 'k', label = 'NYSE data')\n", "plt.xlabel('date')\n", "plt.ylabel('opening price (\\$)');" ] }, { "cell_type": "markdown", "id": "c2e0e11f", "metadata": {}, "source": [ "As you would expect, there are a wide variety of predictions for the price of GOOGL stocks using random numbers. Next, I try to get some insight into the average changes in the random walk model. I use the `np.mean` and `np.std` across the columns of the `price_model` prediction data, using `axis = 1` now." ] }, { "cell_type": "code", "execution_count": 9, "id": "15669fd8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "price_model_avg = np.mean(price_model, axis = 1)\n", "price_model_std = np.std(price_model, axis = 1)\n", "\n", "plt.plot(google_data_pre_2014['date'], price_model, alpha = 0.3);\n", "\n", "plt.plot(google_data_pre_2014['date'], google_data_pre_2014['open'], c = 'k', label = 'NYSE data')\n", "plt.xlabel('date')\n", "plt.ylabel('opening price (\\$)');\n", "\n", "skip = 100\n", "plt.errorbar(google_data_pre_2014['date'][::skip], price_model_avg[::skip],\n", " yerr = price_model_std[::skip], \n", " fmt = 'o',\n", " c = 'r', \n", " label = 'model result', \n", " zorder = 3);\n", "plt.legend();\n", " " ] }, { "cell_type": "markdown", "id": "fa364aa8", "metadata": {}, "source": [ "## Wrapping up\n", "\n", "In this analysis, I went through data exploration, analysis, and Monte Carlo model prediction. The average random walk should resemble a straight line. There are further insights you can get by analyzing the random walk data, but for now it looks like we can accurately predict the growth of GOOGL stock over four years. __What are some caveats to this method? If we continue to predict prices into 2015, what would happen compared to the real data?__\n", "\n", "## Next Steps\n", "\n", "Now, you can try your hand at predicting stock prices on your own stock. Choose your own stock symbol and go through the same 4 steps I detailed above:\n", "1. Explore data and select _your own_ stock of interest\n", "2. Find statistical description of data: mean and standard deviation _use some of the graphing + analysis techniques in [01_Cheers_stats_beers](../module_02/01_Cheers_Stats_Beers) and [02_Seeing_stats](02_Seeing_Stats).\n", "3. Create random variables\n", "4. Generate random walk for _choose your own_ stock opening price\n", "\n", "Here are the list of stocks in this dataset:\n", "'A', 'AAL', 'AAP', 'AAPL', 'ABBV', 'ABC', 'ABT', 'ACN', 'ADBE',\n", " 'ADI', 'ADM', 'ADP', 'ADS', 'ADSK', 'AEE', 'AEP', 'AES', 'AET',\n", " 'AFL', 'AGN', 'AIG', 'AIV', 'AIZ', 'AJG', 'AKAM', 'ALB', 'ALK',\n", " 'ALL', 'ALLE', 'ALXN', 'AMAT', 'AME', 'AMG', 'AMGN', 'AMP', 'AMT',\n", " 'AMZN', 'AN', 'ANTM', 'AON', 'APA', 'APC', 'APD', 'APH', 'ARNC',\n", " 'ATVI', 'AVB', 'AVGO', 'AVY', 'AWK', 'AXP', 'AYI', 'AZO', 'BA',\n", " 'BAC', 'BAX', 'BBBY', 'BBT', 'BBY', 'BCR', 'BDX', 'BEN', 'BHI',\n", " 'BIIB', 'BK', 'BLK', 'BLL', 'BMY', 'BSX', 'BWA', 'BXP', 'C', 'CA',\n", " 'CAG', 'CAH', 'CAT', 'CB', 'CBG', 'CBS', 'CCI', 'CCL', 'CELG',\n", " 'CERN', 'CF', 'CFG', 'CHD', 'CHK', 'CHRW', 'CHTR', 'CI', 'CINF',\n", " 'CL', 'CLX', 'CMA', 'CMCSA', 'CME', 'CMG', 'CMI', 'CMS', 'CNC',\n", " 'CNP', 'COF', 'COG', 'COH', 'COL', 'COO', 'COP', 'COST', 'COTY',\n", " 'CPB', 'CRM', 'CSCO', 'CSRA', 'CSX', 'CTAS', 'CTL', 'CTSH', 'CTXS',\n", " 'CVS', 'CVX', 'CXO', 'D', 'DAL', 'DD', 'DE', 'DFS', 'DG', 'DGX',\n", " 'DHI', 'DHR', 'DIS', 'DISCA', 'DISCK', 'DLPH', 'DLR', 'DLTR',\n", " 'DNB', 'DOV', 'DOW', 'DPS', 'DRI', 'DTE', 'DUK', 'DVA', 'DVN',\n", " 'EA', 'EBAY', 'ECL', 'ED', 'EFX', 'EIX', 'EL', 'EMN', 'EMR',\n", " 'ENDP', 'EOG', 'EQIX', 'EQR', 'EQT', 'ES', 'ESRX', 'ESS', 'ETFC',\n", " 'ETN', 'ETR', 'EVHC', 'EW', 'EXC', 'EXPD', 'EXPE', 'EXR', 'F',\n", " 'FAST', 'FB', 'FBHS', 'FCX', 'FDX', 'FE', 'FFIV', 'FIS', 'FISV',\n", " 'FITB', 'FL', 'FLIR', 'FLR', 'FLS', 'FMC', 'FOX', 'FOXA', 'FRT',\n", " 'FSLR', 'FTI', 'FTR', 'FTV', 'GD', 'GE', 'GGP', 'GILD', 'GIS',\n", " 'GLW', 'GM', 'GOOG', 'GOOGL', 'GPC', 'GPN', 'GPS', 'GRMN', 'GS',\n", " 'GT', 'GWW', 'HAL', 'HAR', 'HAS', 'HBAN', 'HBI', 'HCA', 'HCN',\n", " 'HCP', 'HD', 'HES', 'HIG', 'HOG', 'HOLX', 'HON', 'HP', 'HPE',\n", " 'HPQ', 'HRB', 'HRL', 'HRS', 'HSIC', 'HST', 'HSY', 'HUM', 'IBM',\n", " 'ICE', 'IDXX', 'IFF', 'ILMN', 'INTC', 'INTU', 'IP', 'IPG', 'IR',\n", " 'IRM', 'ISRG', 'ITW', 'IVZ', 'JBHT', 'JCI', 'JEC', 'JNJ', 'JNPR',\n", " 'JPM', 'JWN', 'K', 'KEY', 'KHC', 'KIM', 'KLAC', 'KMB', 'KMI',\n", " 'KMX', 'KO', 'KORS', 'KR', 'KSS', 'KSU', 'L', 'LB', 'LEG', 'LEN',\n", " 'LH', 'LKQ', 'LLL', 'LLTC', 'LLY', 'LMT', 'LNC', 'LNT', 'LOW',\n", " 'LRCX', 'LUK', 'LUV', 'LVLT', 'LYB', 'M', 'MA', 'MAA', 'MAC',\n", " 'MAR', 'MAS', 'MAT', 'MCD', 'MCHP', 'MCK', 'MCO', 'MDLZ', 'MDT',\n", " 'MET', 'MHK', 'MJN', 'MKC', 'MLM', 'MMC', 'MMM', 'MNK', 'MNST',\n", " 'MO', 'MON', 'MOS', 'MPC', 'MRK', 'MRO', 'MSFT', 'MSI', 'MTB',\n", " 'MTD', 'MU', 'MUR', 'MYL', 'NAVI', 'NBL', 'NDAQ', 'NEE', 'NEM',\n", " 'NFLX', 'NFX', 'NI', 'NKE', 'NLSN', 'NOC', 'NOV', 'NRG', 'NSC',\n", " 'NTAP', 'NTRS', 'NUE', 'NVDA', 'NWL', 'NWS', 'NWSA', 'O', 'OKE',\n", " 'OMC', 'ORCL', 'ORLY', 'OXY', 'PAYX', 'PBCT', 'PBI', 'PCAR', 'PCG',\n", " 'PCLN', 'PDCO', 'PEG', 'PEP', 'PFE', 'PFG', 'PG', 'PGR', 'PH',\n", " 'PHM', 'PKI', 'PLD', 'PM', 'PNC', 'PNR', 'PNW', 'PPG', 'PPL',\n", " 'PRGO', 'PRU', 'PSA', 'PSX', 'PVH', 'PWR', 'PX', 'PXD', 'PYPL',\n", " 'QCOM', 'QRVO', 'R', 'RAI', 'RCL', 'REGN', 'RF', 'RHI', 'RHT',\n", " 'RIG', 'RL', 'ROK', 'ROP', 'ROST', 'RRC', 'RSG', 'RTN', 'SBUX',\n", " 'SCG', 'SCHW', 'SE', 'SEE', 'SHW', 'SIG', 'SJM', 'SLB', 'SLG',\n", " 'SNA', 'SNI', 'SO', 'SPG', 'SPGI', 'SPLS', 'SRCL', 'SRE', 'STI',\n", " 'STT', 'STX', 'STZ', 'SWK', 'SWKS', 'SWN', 'SYF', 'SYK', 'SYMC',\n", " 'SYY', 'T', 'TAP', 'TDC', 'TDG', 'TEL', 'TGNA', 'TGT', 'TIF',\n", " 'TJX', 'TMK', 'TMO', 'TRIP', 'TROW', 'TRV', 'TSCO', 'TSN', 'TSO',\n", " 'TSS', 'TWX', 'TXN', 'TXT', 'UAA', 'UAL', 'UDR', 'UHS', 'ULTA',\n", " 'UNH', 'UNM', 'UNP', 'UPS', 'URBN', 'URI', 'USB', 'UTX', 'V',\n", " 'VAR', 'VFC', 'VIAB', 'VLO', 'VMC', 'VNO', 'VRSK', 'VRSN', 'VRTX',\n", " 'VTR', 'VZ', 'WAT', 'WBA', 'WDC', 'WEC', 'WFC', 'WFM', 'WHR',\n", " 'WLTW', 'WM', 'WMB', 'WMT', 'WRK', 'WU', 'WY', 'WYN', 'WYNN',\n", " 'XEC', 'XEL', 'XL', 'XLNX', 'XOM', 'XRAY', 'XRX', 'XYL', 'YHOO',\n", " 'YUM', 'ZBH', 'ZION', 'ZTS'" ] }, { "cell_type": "code", "execution_count": null, "id": "bc8364f0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "formats": "notebooks//ipynb,md:myst", "text_representation": { "extension": ".md", "format_name": "myst", "format_version": 0.13, "jupytext_version": "1.16.2" } }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" }, "source_map": [ 15, 21, 42, 50, 54, 58, 69, 75, 80, 88, 96, 101, 105, 119, 132, 150, 158, 162, 181, 253 ] }, "nbformat": 4, "nbformat_minor": 5 }